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  1. README.md +2 -1
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@@ -22,6 +22,7 @@ These models are trained on the **FlowBench FPO** data and learn to predict unst
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  - **Paper page on Hugging Face:** https://huggingface.co/papers/2512.04434
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  - **Dataset (FlowBench on Hugging Face):** https://huggingface.co/datasets/BGLab/FlowBench
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  - **Code (model implementation & training scripts):** https://github.com/baskargroup/TimeDependent-DeepONet
 
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@@ -70,4 +71,4 @@ For full, reproducible training and evaluation, including data loading and post-
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  journal={arXiv preprint arXiv:2512.04434},
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  year={2025}
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  }
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- ```
 
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  - **Paper page on Hugging Face:** https://huggingface.co/papers/2512.04434
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  - **Dataset (FlowBench on Hugging Face):** https://huggingface.co/datasets/BGLab/FlowBench
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  - **Code (model implementation & training scripts):** https://github.com/baskargroup/TimeDependent-DeepONet
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+ - **Interactive demo (Hugging Face Space):** https://huggingface.co/spaces/arabeh/DeepONet-FPO-demo
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  ---
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  journal={arXiv preprint arXiv:2512.04434},
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  year={2025}
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  }
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+ ```